Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology

7 December 2020

Papers citing "Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology"

40 / 40 papers shown

Title
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 31 0 0 10 May 2025
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 45 0 0 02 May 2025
On the Generalizability of Iterative Patch Selection for Memory-Efficient High-Resolution Image Classification Max Riffi-Aslett Christina Fell VLM 77 0 0 15 Dec 2024
Phikon-v2, A large and public feature extractor for biomarker prediction Alexandre Filiot Paul Jacob Alice Mac Kain Charlie Saillard MedIm 39 17 0 13 Sep 2024
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification Yunlong Zhang Zhongyi Shui Yunxuan Sun Honglin Li Jingxiong Li Chenglu Zhu Lin Yang 31 0 0 18 Jun 2024
Towards Large-Scale Training of Pathology Foundation Models kaiko.ai N. Aben Edwin D. de Jong Ioannis Gatopoulos Nicolas Kanzig Mikhail Karasikov Axel Lagré Roman Moser J. Doorn Fei Tang MedIm AI4CE 37 9 0 24 Mar 2024
Towards Efficient Information Fusion: Concentric Dual Fusion Attention Based Multiple Instance Learning for Whole Slide Images Yujian Liu Ruoxuan Wu Xinjie Shen Zihuang Lu Lingyu Liang Haiyu Zhou Shipu Xu Shaoai Cai Shidang Xu MedIm 35 0 0 21 Mar 2024
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification Yunlong Zhang Honglin Li Yuxuan Sun Sunyi Zheng Chenglu Zhu Lin Yang 19 27 0 13 Nov 2023
Virchow: A Million-Slide Digital Pathology Foundation Model Eugene Vorontsov Alican Bozkurt Adam Casson George Shaikovski Michal Zelechowski ... Razik Yousfi Christopher Kanan David Klimstra B. Rothrock Thomas J. Fuchs MedIm 13 82 0 14 Sep 2023
A General-Purpose Self-Supervised Model for Computational Pathology Richard J. Chen Tong Ding Ming Y. Lu Drew F. K. Williamson Guillaume Jaume ... Judy J. Wang Walt Williams L. Le Georg Gerber Faisal Mahmood MedIm 20 42 0 29 Aug 2023
SLPD: Slide-level Prototypical Distillation for WSIs Zhimiao Yu Tiancheng Lin Yi Xu 22 6 0 20 Jul 2023
LESS: Label-efficient Multi-scale Learning for Cytological Whole Slide Image Screening Beidi Zhao Wenlong Deng Zi Han Li Li Chen Zhou Zuhua Gao Gang Wang Xiaoxiao Li 25 0 0 06 Jun 2023
Detecting Heart Disease from Multi-View Ultrasound Images via Supervised Attention Multiple Instance Learning Zhe Huang B. Wessler M. C. Hughes 22 3 0 25 May 2023
Cross-scale Multi-instance Learning for Pathological Image Diagnosis Ruining Deng Can Cui Lucas W. Remedios Shunxing Bao R. M. Womick ... Keith T. Wilson Yaohong Wang Lori A. Coburn Bennett A. Landman Yuankai Huo 19 8 0 01 Apr 2023
Robust Tumor Detection from Coarse Annotations via Multi-Magnification Ensembles Mehdi Naouar Gabriel Kalweit Ignacio Mastroleo P. Poxleitner M. Metzger Joschka Boedecker M. Kalweit 12 1 0 29 Mar 2023
A Dual-branch Self-supervised Representation Learning Framework for Tumour Segmentation in Whole Slide Images Hao Wang E. Ahn Jinman Kim 28 8 0 20 Mar 2023
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 20 17 0 06 Dec 2022
Iterative Patch Selection for High-Resolution Image Recognition Benjamin Bergner C. Lippert Aravindh Mahendran 18 12 0 24 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 28 24 0 17 Oct 2022
Cross-client Label Propagation for Transductive and Semi-Supervised Federated Learning Jonathan Scott Michelle Yeo Christoph H. Lampert FedML 19 0 0 12 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 38 142 0 10 Oct 2022
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning Joseph DiPalma Lorenzo Torresani Saeed Hassanpour AI4TS MedIm 22 2 0 13 Sep 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 20 56 0 18 Aug 2022
Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images Ruining Deng C. Cui Lucas W. Remedios Shunxing Bao R. M. Womick ... K. Wilson Yao Wang Lori A. Coburn Bennett A. Landman Yuankai Huo 26 10 0 15 Aug 2022
Scale dependant layer for self-supervised nuclei encoding Peter Naylor Yao-Hung Hubert Tsai Marick Laé Makoto Yamada SSL 28 0 0 22 Jul 2022
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning Richard J. Chen Chengkuan Chen Yicong Li Tiffany Y. Chen A. Trister Rahul G. Krishnan Faisal Mahmood ViT MedIm 34 406 0 06 Jun 2022
Global Contrast Masked Autoencoders Are Powerful Pathological Representation Learners Hao Quan Xingyu Li Weixing Chen Qun Bai Mingchen Zou Ruijie Yang Tingting Zheng R. Qi Xin Gao Xiaoyu Cui MedIm 31 19 0 18 May 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides A. Quiros N. Coudray A. Yeaton Xinyu Yang Bojing Liu ... H. Pass A. Moreira J. L. Quesne A. Tsirigos Ke-Fei Yuan SSL 13 5 0 04 May 2022
End-to-end Multiple Instance Learning with Gradient Accumulation Axel Andersson N. Koriakina Natavsa Sladoje Joakim Lindblad 13 6 0 08 Mar 2022
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 30 84 0 01 Mar 2022
Improving Feature Extraction from Histopathological Images Through A Fine-tuning ImageNet Model Xingyu Li M. Cen Jinfeng Xu Hong Zhang Xuesong Xu MedIm 19 28 0 03 Jan 2022
Magnifying Networks for Images with Billions of Pixels Neofytos Dimitriou Ognjen Arandjelovic 16 2 0 12 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 21 25 0 10 Dec 2021
Extending the WILDS Benchmark for Unsupervised Adaptation Shiori Sagawa Pang Wei Koh Tony Lee Irena Gao Sang Michael Xie ... Kate Saenko Tatsunori Hashimoto Sergey Levine Chelsea Finn Percy Liang OOD 16 97 0 09 Dec 2021
Intermediate Layers Matter in Momentum Contrastive Self Supervised Learning Aakash Kaku Sahana Upadhya N. Razavian SSL 21 29 0 27 Oct 2021
WeakSTIL: Weak whole-slide image level stromal tumor infiltrating lymphocyte scores are all you need Yoni Schirris Mendel Engelaer Andreas Panteli H. Horlings E. Gavves Jonas Teuwen 14 6 0 13 Sep 2021
Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers C. Saillard Olivier Dehaene Tanguy Marchand O. Moindrot A. Kamoun B. Schmauch S. Jégou 32 39 0 13 Sep 2021
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling Jonas Dippel Steffen Vogler Johannes Höhne 40 21 0 09 Apr 2021
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Bin Li Yin Li K. Eliceiri 9 587 0 17 Nov 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020